Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 100000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 7.6 MiB |
| Average record size in memory | 80.0 B |
Variable types
| Numeric | 10 |
|---|
m1 has unique values | Unique |
m2 has unique values | Unique |
G has unique values | Unique |
x1 has unique values | Unique |
x2 has unique values | Unique |
y1 has unique values | Unique |
y2 has unique values | Unique |
z1 has unique values | Unique |
z2 has unique values | Unique |
target has unique values | Unique |
Reproduction
| Analysis started | 2021-07-29 16:23:11.693472 |
|---|---|
| Analysis finished | 2021-07-29 16:38:22.644129 |
| Duration | 15 minutes and 10.95 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.499521481 |
| Minimum | 1.000005128 |
|---|---|
| Maximum | 1.999983278 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000005128 |
|---|---|
| 5-th percentile | 1.050618714 |
| Q1 | 1.25114422 |
| median | 1.498828347 |
| Q3 | 1.747573271 |
| 95-th percentile | 1.949641741 |
| Maximum | 1.999983278 |
| Range | 0.9999781499 |
| Interquartile range (IQR) | 0.4964290519 |
Descriptive statistics
| Standard deviation | 0.2879472974 |
|---|---|
| Coefficient of variation (CV) | 0.1920261237 |
| Kurtosis | -1.192341485 |
| Mean | 1.499521481 |
| Median Absolute Deviation (MAD) | 0.2482611242 |
| Skewness | 0.004513730183 |
| Sum | 149952.1481 |
| Variance | 0.08291364608 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.859443826 | 1 | < 0.1% |
| 1.00139683 | 1 | < 0.1% |
| 1.546881574 | 1 | < 0.1% |
| 1.062648549 | 1 | < 0.1% |
| 1.252751333 | 1 | < 0.1% |
| 1.306632017 | 1 | < 0.1% |
| 1.398622797 | 1 | < 0.1% |
| 1.154386723 | 1 | < 0.1% |
| 1.142588026 | 1 | < 0.1% |
| 1.177885251 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000005128 | 1 | |
| 1.000012311 | 1 | |
| 1.000020696 | 1 | |
| 1.000024654 | 1 | |
| 1.000032125 | 1 | |
| 1.000040835 | 1 | |
| 1.000055073 | 1 | |
| 1.000070884 | 1 | |
| 1.000082176 | 1 | |
| 1.000088232 | 1 |
| Value | Count | Frequency (%) |
| 1.999983278 | 1 | |
| 1.999978094 | 1 | |
| 1.999977992 | 1 | |
| 1.99996889 | 1 | |
| 1.999968503 | 1 | |
| 1.99996563 | 1 | |
| 1.999949941 | 1 | |
| 1.999946578 | 1 | |
| 1.99994431 | 1 | |
| 1.999911672 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.498730947 |
| Minimum | 1.000008385 |
|---|---|
| Maximum | 1.999977481 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000008385 |
|---|---|
| 5-th percentile | 1.049713533 |
| Q1 | 1.248477014 |
| median | 1.4968789 |
| Q3 | 1.749218027 |
| 95-th percentile | 1.950490596 |
| Maximum | 1.999977481 |
| Range | 0.9999690963 |
| Interquartile range (IQR) | 0.5007410129 |
Descriptive statistics
| Standard deviation | 0.2890472884 |
|---|---|
| Coefficient of variation (CV) | 0.1928613598 |
| Kurtosis | -1.202847442 |
| Mean | 1.498730947 |
| Median Absolute Deviation (MAD) | 0.2503288852 |
| Skewness | 0.01245247772 |
| Sum | 149873.0947 |
| Variance | 0.08354833491 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.589649131 | 1 | < 0.1% |
| 1.692021413 | 1 | < 0.1% |
| 1.739991039 | 1 | < 0.1% |
| 1.96799587 | 1 | < 0.1% |
| 1.205342471 | 1 | < 0.1% |
| 1.578566241 | 1 | < 0.1% |
| 1.736715279 | 1 | < 0.1% |
| 1.568550374 | 1 | < 0.1% |
| 1.863521364 | 1 | < 0.1% |
| 1.235642026 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000008385 | 1 | |
| 1.000037538 | 1 | |
| 1.000068482 | 1 | |
| 1.000088863 | 1 | |
| 1.000097547 | 1 | |
| 1.000108971 | 1 | |
| 1.000110715 | 1 | |
| 1.00012128 | 1 | |
| 1.000138886 | 1 | |
| 1.000140616 | 1 |
| Value | Count | Frequency (%) |
| 1.999977481 | 1 | |
| 1.99995589 | 1 | |
| 1.999953402 | 1 | |
| 1.9999194 | 1 | |
| 1.99990076 | 1 | |
| 1.999897822 | 1 | |
| 1.999897056 | 1 | |
| 1.999880272 | 1 | |
| 1.999874331 | 1 | |
| 1.999874216 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.500207042 |
| Minimum | 1.000015133 |
|---|---|
| Maximum | 1.999997273 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000015133 |
|---|---|
| 5-th percentile | 1.049980448 |
| Q1 | 1.250146826 |
| median | 1.500064692 |
| Q3 | 1.750464768 |
| 95-th percentile | 1.950184328 |
| Maximum | 1.999997273 |
| Range | 0.9999821403 |
| Interquartile range (IQR) | 0.5003179424 |
Descriptive statistics
| Standard deviation | 0.2887145335 |
|---|---|
| Coefficient of variation (CV) | 0.1924497922 |
| Kurtosis | -1.200997295 |
| Mean | 1.500207042 |
| Median Absolute Deviation (MAD) | 0.2501248995 |
| Skewness | -0.00292001358 |
| Sum | 150020.7042 |
| Variance | 0.08335608187 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.597526894 | 1 | < 0.1% |
| 1.071629473 | 1 | < 0.1% |
| 1.523066112 | 1 | < 0.1% |
| 1.037199806 | 1 | < 0.1% |
| 1.017470314 | 1 | < 0.1% |
| 1.922211042 | 1 | < 0.1% |
| 1.395519356 | 1 | < 0.1% |
| 1.33043885 | 1 | < 0.1% |
| 1.749022387 | 1 | < 0.1% |
| 1.93907678 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000015133 | 1 | |
| 1.000027857 | 1 | |
| 1.000030505 | 1 | |
| 1.000039785 | 1 | |
| 1.00004972 | 1 | |
| 1.000067216 | 1 | |
| 1.000075947 | 1 | |
| 1.000077111 | 1 | |
| 1.000080117 | 1 | |
| 1.000082052 | 1 |
| Value | Count | Frequency (%) |
| 1.999997273 | 1 | |
| 1.999993105 | 1 | |
| 1.999974116 | 1 | |
| 1.99996586 | 1 | |
| 1.999963763 | 1 | |
| 1.99994109 | 1 | |
| 1.999937916 | 1 | |
| 1.999937167 | 1 | |
| 1.999936673 | 1 | |
| 1.999935931 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.49947053 |
| Minimum | 3.000006005 |
|---|---|
| Maximum | 3.99999401 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 3.000006005 |
|---|---|
| 5-th percentile | 3.049983126 |
| Q1 | 3.248893144 |
| median | 3.498089591 |
| Q3 | 3.749887996 |
| 95-th percentile | 3.950687271 |
| Maximum | 3.99999401 |
| Range | 0.9999880048 |
| Interquartile range (IQR) | 0.5009948519 |
Descriptive statistics
| Standard deviation | 0.2891707558 |
|---|---|
| Coefficient of variation (CV) | 0.0826327164 |
| Kurtosis | -1.203669478 |
| Mean | 3.49947053 |
| Median Absolute Deviation (MAD) | 0.250611619 |
| Skewness | 0.005299180642 |
| Sum | 349947.053 |
| Variance | 0.08361972603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.298641085 | 1 | < 0.1% |
| 3.585894851 | 1 | < 0.1% |
| 3.776548915 | 1 | < 0.1% |
| 3.233034234 | 1 | < 0.1% |
| 3.117277208 | 1 | < 0.1% |
| 3.720148628 | 1 | < 0.1% |
| 3.473602969 | 1 | < 0.1% |
| 3.575990373 | 1 | < 0.1% |
| 3.863049501 | 1 | < 0.1% |
| 3.263761711 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 3.000006005 | 1 | |
| 3.000008026 | 1 | |
| 3.000015477 | 1 | |
| 3.000041552 | 1 | |
| 3.000042877 | 1 | |
| 3.000078985 | 1 | |
| 3.000086507 | 1 | |
| 3.000093732 | 1 | |
| 3.000102786 | 1 | |
| 3.00011097 | 1 |
| Value | Count | Frequency (%) |
| 3.99999401 | 1 | |
| 3.999982898 | 1 | |
| 3.999980764 | 1 | |
| 3.999953475 | 1 | |
| 3.999944593 | 1 | |
| 3.999940545 | 1 | |
| 3.999931075 | 1 | |
| 3.999927089 | 1 | |
| 3.999911931 | 1 | |
| 3.999905532 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.499411646 |
| Minimum | 1.000005301 |
|---|---|
| Maximum | 1.999985039 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000005301 |
|---|---|
| 5-th percentile | 1.050136311 |
| Q1 | 1.248891739 |
| median | 1.500171072 |
| Q3 | 1.750174642 |
| 95-th percentile | 1.949761594 |
| Maximum | 1.999985039 |
| Range | 0.9999797385 |
| Interquartile range (IQR) | 0.5012829029 |
Descriptive statistics
| Standard deviation | 0.2887546378 |
|---|---|
| Coefficient of variation (CV) | 0.1925786281 |
| Kurtosis | -1.201071705 |
| Mean | 1.499411646 |
| Median Absolute Deviation (MAD) | 0.2506987092 |
| Skewness | 0.001131135315 |
| Sum | 149941.1646 |
| Variance | 0.08337924083 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.573143256 | 1 | < 0.1% |
| 1.325073458 | 1 | < 0.1% |
| 1.047166726 | 1 | < 0.1% |
| 1.143065096 | 1 | < 0.1% |
| 1.686809515 | 1 | < 0.1% |
| 1.667074722 | 1 | < 0.1% |
| 1.583167847 | 1 | < 0.1% |
| 1.89822915 | 1 | < 0.1% |
| 1.53085281 | 1 | < 0.1% |
| 1.611100029 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000005301 | 1 | |
| 1.000009222 | 1 | |
| 1.000011921 | 1 | |
| 1.000013191 | 1 | |
| 1.000026161 | 1 | |
| 1.00002848 | 1 | |
| 1.000042023 | 1 | |
| 1.000043907 | 1 | |
| 1.000067802 | 1 | |
| 1.000070438 | 1 |
| Value | Count | Frequency (%) |
| 1.999985039 | 1 | |
| 1.999984336 | 1 | |
| 1.999982704 | 1 | |
| 1.999977149 | 1 | |
| 1.999970737 | 1 | |
| 1.999956032 | 1 | |
| 1.999955732 | 1 | |
| 1.999938757 | 1 | |
| 1.999930548 | 1 | |
| 1.999925447 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.500973501 |
| Minimum | 3.000007884 |
|---|---|
| Maximum | 3.999991252 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 3.000007884 |
|---|---|
| 5-th percentile | 3.050650843 |
| Q1 | 3.25116847 |
| median | 3.501583401 |
| Q3 | 3.751156102 |
| 95-th percentile | 3.950891801 |
| Maximum | 3.999991252 |
| Range | 0.9999833682 |
| Interquartile range (IQR) | 0.499987632 |
Descriptive statistics
| Standard deviation | 0.2890080023 |
|---|---|
| Coefficient of variation (CV) | 0.08255075402 |
| Kurtosis | -1.200833688 |
| Mean | 3.500973501 |
| Median Absolute Deviation (MAD) | 0.2500108177 |
| Skewness | -0.003180587228 |
| Sum | 350097.3501 |
| Variance | 0.08352562538 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.549269103 | 1 | < 0.1% |
| 3.741294157 | 1 | < 0.1% |
| 3.073145328 | 1 | < 0.1% |
| 3.783137208 | 1 | < 0.1% |
| 3.735869073 | 1 | < 0.1% |
| 3.747951788 | 1 | < 0.1% |
| 3.231159237 | 1 | < 0.1% |
| 3.402107639 | 1 | < 0.1% |
| 3.656322184 | 1 | < 0.1% |
| 3.056926425 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 3.000007884 | 1 | |
| 3.000008361 | 1 | |
| 3.000034237 | 1 | |
| 3.000041909 | 1 | |
| 3.000071193 | 1 | |
| 3.000084224 | 1 | |
| 3.000088539 | 1 | |
| 3.000095215 | 1 | |
| 3.000098103 | 1 | |
| 3.000100009 | 1 |
| Value | Count | Frequency (%) |
| 3.999991252 | 1 | |
| 3.999943813 | 1 | |
| 3.999904941 | 1 | |
| 3.999885095 | 1 | |
| 3.999878604 | 1 | |
| 3.999857626 | 1 | |
| 3.999856953 | 1 | |
| 3.999852514 | 1 | |
| 3.999852507 | 1 | |
| 3.999848931 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.49946812 |
| Minimum | 1.000009943 |
|---|---|
| Maximum | 1.999995449 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000009943 |
|---|---|
| 5-th percentile | 1.049964578 |
| Q1 | 1.248836334 |
| median | 1.49852004 |
| Q3 | 1.750667666 |
| 95-th percentile | 1.949307986 |
| Maximum | 1.999995449 |
| Range | 0.9999855056 |
| Interquartile range (IQR) | 0.5018313326 |
Descriptive statistics
| Standard deviation | 0.2887901719 |
|---|---|
| Coefficient of variation (CV) | 0.1925950729 |
| Kurtosis | -1.201995403 |
| Mean | 1.49946812 |
| Median Absolute Deviation (MAD) | 0.2510129411 |
| Skewness | 0.003516958565 |
| Sum | 149946.812 |
| Variance | 0.08339976339 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.220062681 | 1 | < 0.1% |
| 1.651804349 | 1 | < 0.1% |
| 1.480028234 | 1 | < 0.1% |
| 1.829464621 | 1 | < 0.1% |
| 1.660445608 | 1 | < 0.1% |
| 1.129771005 | 1 | < 0.1% |
| 1.142014808 | 1 | < 0.1% |
| 1.751412734 | 1 | < 0.1% |
| 1.782201468 | 1 | < 0.1% |
| 1.633059929 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000009943 | 1 | |
| 1.0000358 | 1 | |
| 1.000070309 | 1 | |
| 1.000082136 | 1 | |
| 1.000132288 | 1 | |
| 1.000141909 | 1 | |
| 1.000143264 | 1 | |
| 1.000145221 | 1 | |
| 1.000148907 | 1 | |
| 1.000151663 | 1 |
| Value | Count | Frequency (%) |
| 1.999995449 | 1 | |
| 1.999984577 | 1 | |
| 1.999983972 | 1 | |
| 1.999957495 | 1 | |
| 1.999952047 | 1 | |
| 1.999947447 | 1 | |
| 1.999937682 | 1 | |
| 1.999937669 | 1 | |
| 1.999934113 | 1 | |
| 1.999931496 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.49965374 |
| Minimum | 3.00001609 |
|---|---|
| Maximum | 3.999984578 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 3.00001609 |
|---|---|
| 5-th percentile | 3.049623124 |
| Q1 | 3.249744371 |
| median | 3.500034009 |
| Q3 | 3.749513234 |
| 95-th percentile | 3.951250738 |
| Maximum | 3.999984578 |
| Range | 0.9999684881 |
| Interquartile range (IQR) | 0.4997688635 |
Descriptive statistics
| Standard deviation | 0.2889522965 |
|---|---|
| Coefficient of variation (CV) | 0.08256596738 |
| Kurtosis | -1.198844002 |
| Mean | 3.49965374 |
| Median Absolute Deviation (MAD) | 0.2498376753 |
| Skewness | 0.00439655632 |
| Sum | 349965.374 |
| Variance | 0.08349342967 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.687449034 | 1 | < 0.1% |
| 3.110865205 | 1 | < 0.1% |
| 3.314112444 | 1 | < 0.1% |
| 3.332749852 | 1 | < 0.1% |
| 3.73700494 | 1 | < 0.1% |
| 3.097204091 | 1 | < 0.1% |
| 3.058136006 | 1 | < 0.1% |
| 3.048497382 | 1 | < 0.1% |
| 3.165385568 | 1 | < 0.1% |
| 3.766649555 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 3.00001609 | 1 | |
| 3.000026423 | 1 | |
| 3.000030954 | 1 | |
| 3.000041355 | 1 | |
| 3.00005097 | 1 | |
| 3.000051981 | 1 | |
| 3.000054986 | 1 | |
| 3.000057042 | 1 | |
| 3.000058863 | 1 | |
| 3.000060719 | 1 |
| Value | Count | Frequency (%) |
| 3.999984578 | 1 | |
| 3.999961284 | 1 | |
| 3.999958206 | 1 | |
| 3.999955644 | 1 | |
| 3.999953128 | 1 | |
| 3.999947953 | 1 | |
| 3.999926711 | 1 | |
| 3.999907525 | 1 | |
| 3.999898677 | 1 | |
| 3.999886395 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.501224331 |
| Minimum | 1.00001223 |
|---|---|
| Maximum | 1.999989857 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.00001223 |
|---|---|
| 5-th percentile | 1.050695473 |
| Q1 | 1.250447426 |
| median | 1.502058621 |
| Q3 | 1.752104598 |
| 95-th percentile | 1.950350897 |
| Maximum | 1.999989857 |
| Range | 0.9999776267 |
| Interquartile range (IQR) | 0.5016571717 |
Descriptive statistics
| Standard deviation | 0.2889398688 |
|---|---|
| Coefficient of variation (CV) | 0.1924694816 |
| Kurtosis | -1.20310883 |
| Mean | 1.501224331 |
| Median Absolute Deviation (MAD) | 0.2508835962 |
| Skewness | -0.004460869805 |
| Sum | 150122.4331 |
| Variance | 0.08348624777 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.096634233 | 1 | < 0.1% |
| 1.274429108 | 1 | < 0.1% |
| 1.577208954 | 1 | < 0.1% |
| 1.061973652 | 1 | < 0.1% |
| 1.275402704 | 1 | < 0.1% |
| 1.584113554 | 1 | < 0.1% |
| 1.735991785 | 1 | < 0.1% |
| 1.20044474 | 1 | < 0.1% |
| 1.157304764 | 1 | < 0.1% |
| 1.624950994 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.00001223 | 1 | |
| 1.000017722 | 1 | |
| 1.000022106 | 1 | |
| 1.000048434 | 1 | |
| 1.000062213 | 1 | |
| 1.000063199 | 1 | |
| 1.000094027 | 1 | |
| 1.000103267 | 1 | |
| 1.000108858 | 1 | |
| 1.000111353 | 1 |
| Value | Count | Frequency (%) |
| 1.999989857 | 1 | |
| 1.999957918 | 1 | |
| 1.999955939 | 1 | |
| 1.999948467 | 1 | |
| 1.999943386 | 1 | |
| 1.999927787 | 1 | |
| 1.999925525 | 1 | |
| 1.999923666 | 1 | |
| 1.999916008 | 1 | |
| 1.999913752 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2852173208 |
| Minimum | 0.05562133742 |
|---|---|
| Maximum | 1.266845902 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0.05562133742 |
|---|---|
| 5-th percentile | 0.1311316623 |
| Q1 | 0.196685105 |
| median | 0.2622717308 |
| Q3 | 0.3478018986 |
| 95-th percentile | 0.5175310634 |
| Maximum | 1.266845902 |
| Range | 1.211224565 |
| Interquartile range (IQR) | 0.1511167936 |
Descriptive statistics
| Standard deviation | 0.1229473334 |
|---|---|
| Coefficient of variation (CV) | 0.4310654523 |
| Kurtosis | 2.669974328 |
| Mean | 0.2852173208 |
| Median Absolute Deviation (MAD) | 0.07304549469 |
| Skewness | 1.258498525 |
| Sum | 28521.73208 |
| Variance | 0.01511604679 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3124123531 | 1 | < 0.1% |
| 0.1413061528 | 1 | < 0.1% |
| 0.3152340224 | 1 | < 0.1% |
| 0.1625849428 | 1 | < 0.1% |
| 0.1237703496 | 1 | < 0.1% |
| 0.2967764078 | 1 | < 0.1% |
| 0.3499496949 | 1 | < 0.1% |
| 0.2690173785 | 1 | < 0.1% |
| 0.2868241023 | 1 | < 0.1% |
| 0.3019849988 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 0.05562133742 | 1 | |
| 0.05800507938 | 1 | |
| 0.05889266011 | 1 | |
| 0.06090548119 | 1 | |
| 0.06190922396 | 1 | |
| 0.062117776 | 1 | |
| 0.0637630738 | 1 | |
| 0.06400483768 | 1 | |
| 0.06438150629 | 1 | |
| 0.06517027064 | 1 |
| Value | Count | Frequency (%) |
| 1.266845902 | 1 | |
| 1.218818019 | 1 | |
| 1.215081964 | 1 | |
| 1.20278291 | 1 | |
| 1.193248265 | 1 | |
| 1.188619663 | 1 | |
| 1.17545408 | 1 | |
| 1.172673612 | 1 | |
| 1.169092303 | 1 | |
| 1.160427185 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| m1 | m2 | G | x1 | x2 | y1 | y2 | z1 | z2 | target | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.859444 | 1.589649 | 1.597527 | 3.298641 | 1.573143 | 3.549269 | 1.220063 | 3.687449 | 1.096634 | 0.312412 |
| 1 | 1.031807 | 1.190607 | 1.289690 | 3.721903 | 1.287928 | 3.576842 | 1.614692 | 3.687984 | 1.049526 | 0.094669 |
| 2 | 1.994773 | 1.836784 | 1.055612 | 3.446554 | 1.611836 | 3.341293 | 1.399240 | 3.468544 | 1.284800 | 0.324842 |
| 3 | 1.254928 | 1.525563 | 1.998697 | 3.136223 | 1.149845 | 3.915713 | 1.984126 | 3.508754 | 1.738805 | 0.353991 |
| 4 | 1.954277 | 1.081331 | 1.652477 | 3.035366 | 1.613319 | 3.889543 | 1.731248 | 3.303851 | 1.365071 | 0.334509 |
| 5 | 1.284119 | 1.220412 | 1.591030 | 3.459882 | 1.697523 | 3.003042 | 1.848128 | 3.757516 | 1.216395 | 0.228814 |
| 6 | 1.854373 | 1.955208 | 1.476976 | 3.961965 | 1.406758 | 3.211765 | 1.452546 | 3.482526 | 1.972474 | 0.449846 |
| 7 | 1.274799 | 1.676455 | 1.672299 | 3.459264 | 1.708202 | 3.063215 | 1.896684 | 3.851636 | 1.912217 | 0.436467 |
| 8 | 1.962587 | 1.266963 | 1.544482 | 3.680586 | 1.182193 | 3.201714 | 1.026884 | 3.002208 | 1.088225 | 0.262408 |
| 9 | 1.581714 | 1.811161 | 1.122120 | 3.308275 | 1.571097 | 3.554223 | 1.877331 | 3.354646 | 1.116925 | 0.296626 |
Last rows
| m1 | m2 | G | x1 | x2 | y1 | y2 | z1 | z2 | target | |
|---|---|---|---|---|---|---|---|---|---|---|
| 99990 | 1.789830 | 1.303790 | 1.783736 | 3.437120 | 1.776403 | 3.599156 | 1.230478 | 3.256637 | 1.857797 | 0.403130 |
| 99991 | 1.170474 | 1.588978 | 1.884198 | 3.338148 | 1.227853 | 3.783754 | 1.109132 | 3.536174 | 1.819328 | 0.240774 |
| 99992 | 1.999179 | 1.177673 | 1.149151 | 3.960502 | 1.936735 | 3.108047 | 1.177211 | 3.766868 | 1.593209 | 0.215605 |
| 99993 | 1.018665 | 1.542628 | 1.420556 | 3.162936 | 1.546648 | 3.655782 | 1.533598 | 3.441919 | 1.295503 | 0.190417 |
| 99994 | 1.535388 | 1.100589 | 1.078627 | 3.358468 | 1.893264 | 3.632984 | 1.277138 | 3.663347 | 1.728158 | 0.159302 |
| 99995 | 1.257859 | 1.925201 | 1.913781 | 3.482732 | 1.524970 | 3.579403 | 1.795791 | 3.264531 | 1.994627 | 0.537221 |
| 99996 | 1.060414 | 1.002741 | 1.272041 | 3.244259 | 1.281241 | 3.329793 | 1.176842 | 3.948498 | 1.660631 | 0.098564 |
| 99997 | 1.274333 | 1.832953 | 1.148115 | 3.120524 | 1.898137 | 3.297192 | 1.105528 | 3.941458 | 1.468438 | 0.216037 |
| 99998 | 1.786628 | 1.802600 | 1.575999 | 3.697579 | 1.056555 | 3.613965 | 1.212619 | 3.133537 | 1.122068 | 0.302346 |
| 99999 | 1.817986 | 1.707359 | 1.365337 | 3.917796 | 1.498102 | 3.715280 | 1.956060 | 3.323244 | 1.738438 | 0.369759 |